|
1_Linear |
Linear |
logloss |
1.66983 |
47.02 |
0.2917 |
|
2_Default_LightGBM |
LightGBM |
logloss |
0.62357 |
5.63 |
0.2773 |
|
3_Default_Xgboost |
Xgboost |
logloss |
0.611399 |
421.02 |
0.285 |
|
4_Default_CatBoost |
CatBoost |
logloss |
0.616243 |
55.2 |
0.3436 |
|
5_Default_NeuralNetwork |
Neural Network |
logloss |
2.23502 |
8.64 |
0.3918 |
|
6_Default_RandomForest |
Random Forest |
logloss |
0.6278 |
42.73 |
0.3675 |
|
11_LightGBM |
LightGBM |
logloss |
0.634161 |
5.48 |
0.2782 |
|
7_Xgboost |
Xgboost |
logloss |
0.625457 |
406.41 |
0.2809 |
|
15_CatBoost |
CatBoost |
logloss |
0.617327 |
99.51 |
0.3408 |
|
19_RandomForest |
Random Forest |
logloss |
0.616654 |
27.14 |
0.3325 |
|
23_NeuralNetwork |
Neural Network |
logloss |
2.28946 |
9.04 |
0.3891 |
|
12_LightGBM |
LightGBM |
logloss |
0.663489 |
5.66 |
0.2851 |
|
8_Xgboost |
Xgboost |
logloss |
0.630069 |
409.3 |
0.2822 |
|
16_CatBoost |
CatBoost |
logloss |
0.629594 |
99.23 |
0.3626 |
|
20_RandomForest |
Random Forest |
logloss |
0.615712 |
22.55 |
0.3197 |
|
24_NeuralNetwork |
Neural Network |
logloss |
0.893568 |
9.77 |
0.3886 |
|
13_LightGBM |
LightGBM |
logloss |
0.635894 |
6.07 |
0.2787 |
|
9_Xgboost |
Xgboost |
logloss |
0.631836 |
404.38 |
0.2839 |
|
17_CatBoost |
CatBoost |
logloss |
0.606855 |
67.95 |
0.348 |
|
21_RandomForest |
Random Forest |
logloss |
0.622754 |
25.19 |
0.3309 |
|
25_NeuralNetwork |
Neural Network |
logloss |
1.80514 |
10.13 |
0.3891 |
|
14_LightGBM |
LightGBM |
logloss |
0.631686 |
7.14 |
0.2783 |
|
10_Xgboost |
Xgboost |
logloss |
0.693147 |
408.67 |
0.2915 |
|
17_CatBoost_RandomFeature |
CatBoost |
logloss |
0.640051 |
61.36 |
0.3448 |
|
17_CatBoost_SelectedFeatures |
CatBoost |
logloss |
0.586664 |
3.38 |
0.0198 |
|
20_RandomForest_SelectedFeatures |
Random Forest |
logloss |
0.594476 |
4.78 |
0.0399 |
|
2_Default_LightGBM_SelectedFeatures |
LightGBM |
logloss |
0.615567 |
3.19 |
0.0174 |
|
24_NeuralNetwork_SelectedFeatures |
Neural Network |
logloss |
0.799705 |
3.77 |
0.0271 |
|
26_CatBoost_SelectedFeatures |
CatBoost |
logloss |
0.591951 |
3.51 |
0.0202 |
|
27_CatBoost_SelectedFeatures |
CatBoost |
logloss |
0.60816 |
3.79 |
0.0201 |
|
28_RandomForest_SelectedFeatures |
Random Forest |
logloss |
0.592273 |
5 |
0.0392 |
|
29_CatBoost |
CatBoost |
logloss |
0.618606 |
52.27 |
0.3502 |
|
30_Xgboost |
Xgboost |
logloss |
0.625119 |
405.85 |
0.2858 |
|
31_LightGBM_SelectedFeatures |
LightGBM |
logloss |
0.607325 |
3.62 |
0.0196 |
|
32_LightGBM_SelectedFeatures |
LightGBM |
logloss |
0.610673 |
3.64 |
0.0173 |
|
33_RandomForest |
Random Forest |
logloss |
0.618311 |
23.64 |
0.3236 |
|
34_LightGBM |
LightGBM |
logloss |
0.630705 |
7.85 |
0.2778 |
|
35_LightGBM |
LightGBM |
logloss |
0.631686 |
7.95 |
0.2812 |
|
36_Xgboost |
Xgboost |
logloss |
0.622813 |
404.59 |
0.2839 |
| the best |
Ensemble |
Ensemble |
logloss |
0.576474 |
0.88 |
0.4025 |